---
title: Bots
---

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[API Reference](https://developers.cloudflare.com/api/python)

[Radar](https://developers.cloudflare.com/api/python/resources/radar)

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# Bots

##### [List bots](https://developers.cloudflare.com/api/python/resources/radar/subresources/bots/methods/list)

radar.bots.list(BotListParams\*\*kwargs) -> [BotListResponse](<https://developers.cloudflare.com/api/python/resources/radar#(resource)%20radar.bots%20%3E%20(model)%20bot_list_response%20%3E%20(schema)>)

GET/radar/bots

##### [Get bot details](https://developers.cloudflare.com/api/python/resources/radar/subresources/bots/methods/get)

radar.bots.get(strbot\_slug, BotGetParams\*\*kwargs) -> [BotGetResponse](<https://developers.cloudflare.com/api/python/resources/radar#(resource)%20radar.bots%20%3E%20(model)%20bot_get_response%20%3E%20(schema)>)

GET/radar/bots/{bot\_slug}

##### [Get bots HTTP requests distribution by dimension](https://developers.cloudflare.com/api/python/resources/radar/subresources/bots/methods/summary)

radar.bots.summary(Literal\["BOT", "BOT\_KIND", "BOT\_OPERATOR", "BOT\_CATEGORY"]dimension, BotSummaryParams\*\*kwargs) -> [BotSummaryResponse](<https://developers.cloudflare.com/api/python/resources/radar#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)>)

GET/radar/bots/summary/{dimension}

##### [Get bots HTTP requests time series](https://developers.cloudflare.com/api/python/resources/radar/subresources/bots/methods/timeseries)

radar.bots.timeseries(BotTimeseriesParams\*\*kwargs) -> [BotTimeseriesResponse](<https://developers.cloudflare.com/api/python/resources/radar#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)>)

GET/radar/bots/timeseries

##### [Get time series distribution of bots HTTP requests by dimension.](https://developers.cloudflare.com/api/python/resources/radar/subresources/bots/methods/timeseries_groups)

radar.bots.timeseries\_groups(Literal\["BOT", "BOT\_KIND", "BOT\_OPERATOR", "BOT\_CATEGORY"]dimension, BotTimeseriesGroupsParams\*\*kwargs) -> [BotTimeseriesGroupsResponse](<https://developers.cloudflare.com/api/python/resources/radar#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)>)

GET/radar/bots/timeseries\_groups/{dimension}

##### ModelsExpand Collapse

<details>

<summary>

class BotListResponse: …

</summary>

<details>

<summary>

bots: List\[Bot]

</summary>

category: str

The category of the bot.

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_list_response%20%3E%20(schema)%20%3E%20(property)%20bots%20%3E%20(items)%20%3E%20(property)%20category">Link to this property</a>

description: str

A summary for the bot (e.g., purpose).

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_list_response%20%3E%20(schema)%20%3E%20(property)%20bots%20%3E%20(items)%20%3E%20(property)%20description">Link to this property</a>

Deprecatedkind: str

The kind of the bot.

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_list_response%20%3E%20(schema)%20%3E%20(property)%20bots%20%3E%20(items)%20%3E%20(property)%20kind">Link to this property</a>

name: str

The name of the bot.

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_list_response%20%3E%20(schema)%20%3E%20(property)%20bots%20%3E%20(items)%20%3E%20(property)%20name">Link to this property</a>

operator: str

The organization that owns and operates the bot.

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_list_response%20%3E%20(schema)%20%3E%20(property)%20bots%20%3E%20(items)%20%3E%20(property)%20operator">Link to this property</a>

slug: str

A kebab-case identifier derived from the bot name.

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_list_response%20%3E%20(schema)%20%3E%20(property)%20bots%20%3E%20(items)%20%3E%20(property)%20slug">Link to this property</a>

user\_agent\_patterns: List\[str]

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_list_response%20%3E%20(schema)%20%3E%20(property)%20bots%20%3E%20(items)%20%3E%20(property)%20userAgentPatterns">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_list_response%20%3E%20(schema)%20%3E%20(property)%20bots">Link to this property</a>

</details>

[Link to this property](<#(resource)%20radar.bots%20%3E%20(model)%20bot_list_response%20%3E%20(schema)>)

<details>

<summary>

class BotGetResponse: …

</summary>

<details>

<summary>

bot: Bot

</summary>

category: str

The category of the bot.

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_get_response%20%3E%20(schema)%20%3E%20(property)%20bot%20%3E%20(property)%20category">Link to this property</a>

description: str

A summary for the bot (e.g., purpose).

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_get_response%20%3E%20(schema)%20%3E%20(property)%20bot%20%3E%20(property)%20description">Link to this property</a>

Deprecatedkind: str

The kind of the bot.

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_get_response%20%3E%20(schema)%20%3E%20(property)%20bot%20%3E%20(property)%20kind">Link to this property</a>

name: str

The name of the bot.

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_get_response%20%3E%20(schema)%20%3E%20(property)%20bot%20%3E%20(property)%20name">Link to this property</a>

operator: str

The organization that owns and operates the bot.

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_get_response%20%3E%20(schema)%20%3E%20(property)%20bot%20%3E%20(property)%20operator">Link to this property</a>

operator\_url: str

The link to the bot documentation.

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_get_response%20%3E%20(schema)%20%3E%20(property)%20bot%20%3E%20(property)%20operatorUrl">Link to this property</a>

slug: str

A kebab-case identifier derived from the bot name.

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_get_response%20%3E%20(schema)%20%3E%20(property)%20bot%20%3E%20(property)%20slug">Link to this property</a>

user\_agent\_patterns: List\[str]

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_get_response%20%3E%20(schema)%20%3E%20(property)%20bot%20%3E%20(property)%20userAgentPatterns">Link to this property</a>

user\_agents: List\[str]

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_get_response%20%3E%20(schema)%20%3E%20(property)%20bot%20%3E%20(property)%20userAgents">Link to this property</a>

signature\_agent\_url: Optional\[str]

The URL of the agent’s <a href="https://blog.cloudflare.com/web-bot-auth/">Web Bot Auth</a> resource. Null for bots not verified via request signature.

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_get_response%20%3E%20(schema)%20%3E%20(property)%20bot%20%3E%20(property)%20signatureAgentUrl">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_get_response%20%3E%20(schema)%20%3E%20(property)%20bot">Link to this property</a>

</details>

[Link to this property](<#(resource)%20radar.bots%20%3E%20(model)%20bot_get_response%20%3E%20(schema)>)

<details>

<summary>

class BotSummaryResponse: …

</summary>

<details>

<summary>

meta: Meta

Metadata for the results.

</summary>

<details>

<summary>

confidence\_info: MetaConfidenceInfo

</summary>

<details>

<summary>

annotations: List\[MetaConfidenceInfoAnnotation]

</summary>

<details>

<summary>

data\_source: Literal\["ALL", "AI\_BOTS", "AI\_GATEWAY", 22 more]

Data source for annotations.

</summary>

One of the following:

"ALL"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%200">Link to this property</a>

"AI\_BOTS"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%201">Link to this property</a>

"AI\_GATEWAY"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%202">Link to this property</a>

"BGP"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%203">Link to this property</a>

"BOTS"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%204">Link to this property</a>

"CONNECTION\_ANOMALY"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%205">Link to this property</a>

"CT"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%206">Link to this property</a>

"DNS"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%207">Link to this property</a>

"DNS\_MAGNITUDE"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%208">Link to this property</a>

"DNS\_AS112"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%209">Link to this property</a>

"DOS"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2010">Link to this property</a>

"EMAIL\_ROUTING"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2011">Link to this property</a>

"EMAIL\_SECURITY"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2012">Link to this property</a>

"FW"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2013">Link to this property</a>

"FW\_PG"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2014">Link to this property</a>

"HTTP"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2015">Link to this property</a>

"HTTP\_CONTROL"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2016">Link to this property</a>

"HTTP\_CRAWLER\_REFERER"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2017">Link to this property</a>

"HTTP\_ORIGINS"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2018">Link to this property</a>

"IQI"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2019">Link to this property</a>

"LEAKED\_CREDENTIALS"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2020">Link to this property</a>

"NET"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2021">Link to this property</a>

"ROBOTS\_TXT"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2022">Link to this property</a>

"SPEED"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2023">Link to this property</a>

"WORKERS\_AI"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2024">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource">Link to this property</a>

description: str

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20description">Link to this property</a>

end\_date: datetime

formatdate-time

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20endDate">Link to this property</a>

<details>

<summary>

event\_type: Literal\["GENERAL", "OUTAGE", "PARTIAL\_PROJECTION", 2 more]

Event type for annotations.

</summary>

One of the following:

"GENERAL"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType%20%3E%20(member)%200">Link to this property</a>

"OUTAGE"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType%20%3E%20(member)%201">Link to this property</a>

"PARTIAL\_PROJECTION"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType%20%3E%20(member)%202">Link to this property</a>

"PIPELINE"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType%20%3E%20(member)%203">Link to this property</a>

"TRAFFIC\_ANOMALY"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType%20%3E%20(member)%204">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType">Link to this property</a>

is\_instantaneous: bool

Whether event is a single point in time or a time range.

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20isInstantaneous">Link to this property</a>

linked\_url: str

formaturi

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20linkedUrl">Link to this property</a>

start\_date: datetime

formatdate-time

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20startDate">Link to this property</a>

tags: Optional\[List\[str]]

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20tags">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations">Link to this property</a>

level: int

Provides an indication of how much confidence Cloudflare has in the data.

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20level">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo">Link to this property</a>

<details>

<summary>

date\_range: List\[MetaDateRange]

</summary>

end\_time: datetime

Adjusted end of date range.

formatdate-time

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20dateRange%20%3E%20(items)%20%3E%20(property)%20endTime">Link to this property</a>

start\_time: datetime

Adjusted start of date range.

formatdate-time

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20dateRange%20%3E%20(items)%20%3E%20(property)%20startTime">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20dateRange">Link to this property</a>

last\_updated: datetime

Timestamp of the last dataset update.

formatdate-time

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20lastUpdated">Link to this property</a>

<details>

<summary>

normalization: Literal\["PERCENTAGE", "MIN0\_MAX", "MIN\_MAX", 5 more]

Normalization method applied to the results. Refer to <a href="https://developers.cloudflare.com/radar/concepts/normalization/">Normalization methods</a>.

</summary>

One of the following:

"PERCENTAGE"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%200">Link to this property</a>

"MIN0\_MAX"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%201">Link to this property</a>

"MIN\_MAX"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%202">Link to this property</a>

"RAW\_VALUES"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%203">Link to this property</a>

"PERCENTAGE\_CHANGE"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%204">Link to this property</a>

"ROLLING\_AVERAGE"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%205">Link to this property</a>

"OVERLAPPED\_PERCENTAGE"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%206">Link to this property</a>

"RATIO"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%207">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization">Link to this property</a>

<details>

<summary>

units: List\[MetaUnit]

Measurement units for the results.

</summary>

name: str

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20units%20%3E%20(items)%20%3E%20(property)%20name">Link to this property</a>

value: str

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20units%20%3E%20(items)%20%3E%20(property)%20value">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20units">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta">Link to this property</a>

summary\_0: Dict\[str, str]

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)%20%3E%20(property)%20summary_0">Link to this property</a>

</details>

[Link to this property](<#(resource)%20radar.bots%20%3E%20(model)%20bot_summary_response%20%3E%20(schema)>)

<details>

<summary>

class BotTimeseriesResponse: …

</summary>

<details>

<summary>

meta: Meta

Metadata for the results.

</summary>

<details>

<summary>

agg\_interval: Literal\["FIFTEEN\_MINUTES", "ONE\_HOUR", "ONE\_DAY", 2 more]

Aggregation interval of the results (e.g., in 15 minutes or 1 hour intervals). Refer to <a href="https://developers.cloudflare.com/radar/concepts/aggregation-intervals/">Aggregation intervals</a>.

</summary>

One of the following:

"FIFTEEN\_MINUTES"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20aggInterval%20%3E%20(member)%200">Link to this property</a>

"ONE\_HOUR"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20aggInterval%20%3E%20(member)%201">Link to this property</a>

"ONE\_DAY"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20aggInterval%20%3E%20(member)%202">Link to this property</a>

"ONE\_WEEK"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20aggInterval%20%3E%20(member)%203">Link to this property</a>

"ONE\_MONTH"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20aggInterval%20%3E%20(member)%204">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20aggInterval">Link to this property</a>

<details>

<summary>

confidence\_info: MetaConfidenceInfo

</summary>

<details>

<summary>

annotations: List\[MetaConfidenceInfoAnnotation]

</summary>

<details>

<summary>

data\_source: Literal\["ALL", "AI\_BOTS", "AI\_GATEWAY", 22 more]

Data source for annotations.

</summary>

One of the following:

"ALL"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%200">Link to this property</a>

"AI\_BOTS"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%201">Link to this property</a>

"AI\_GATEWAY"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%202">Link to this property</a>

"BGP"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%203">Link to this property</a>

"BOTS"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%204">Link to this property</a>

"CONNECTION\_ANOMALY"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%205">Link to this property</a>

"CT"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%206">Link to this property</a>

"DNS"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%207">Link to this property</a>

"DNS\_MAGNITUDE"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%208">Link to this property</a>

"DNS\_AS112"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%209">Link to this property</a>

"DOS"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2010">Link to this property</a>

"EMAIL\_ROUTING"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2011">Link to this property</a>

"EMAIL\_SECURITY"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2012">Link to this property</a>

"FW"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2013">Link to this property</a>

"FW\_PG"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2014">Link to this property</a>

"HTTP"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2015">Link to this property</a>

"HTTP\_CONTROL"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2016">Link to this property</a>

"HTTP\_CRAWLER\_REFERER"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2017">Link to this property</a>

"HTTP\_ORIGINS"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2018">Link to this property</a>

"IQI"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2019">Link to this property</a>

"LEAKED\_CREDENTIALS"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2020">Link to this property</a>

"NET"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2021">Link to this property</a>

"ROBOTS\_TXT"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2022">Link to this property</a>

"SPEED"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2023">Link to this property</a>

"WORKERS\_AI"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2024">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource">Link to this property</a>

description: str

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20description">Link to this property</a>

end\_date: datetime

formatdate-time

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20endDate">Link to this property</a>

<details>

<summary>

event\_type: Literal\["GENERAL", "OUTAGE", "PARTIAL\_PROJECTION", 2 more]

Event type for annotations.

</summary>

One of the following:

"GENERAL"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType%20%3E%20(member)%200">Link to this property</a>

"OUTAGE"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType%20%3E%20(member)%201">Link to this property</a>

"PARTIAL\_PROJECTION"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType%20%3E%20(member)%202">Link to this property</a>

"PIPELINE"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType%20%3E%20(member)%203">Link to this property</a>

"TRAFFIC\_ANOMALY"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType%20%3E%20(member)%204">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType">Link to this property</a>

is\_instantaneous: bool

Whether event is a single point in time or a time range.

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20isInstantaneous">Link to this property</a>

linked\_url: str

formaturi

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20linkedUrl">Link to this property</a>

start\_date: datetime

formatdate-time

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20startDate">Link to this property</a>

tags: Optional\[List\[str]]

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20tags">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations">Link to this property</a>

level: int

Provides an indication of how much confidence Cloudflare has in the data.

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20level">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo">Link to this property</a>

<details>

<summary>

date\_range: List\[MetaDateRange]

</summary>

end\_time: datetime

Adjusted end of date range.

formatdate-time

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20dateRange%20%3E%20(items)%20%3E%20(property)%20endTime">Link to this property</a>

start\_time: datetime

Adjusted start of date range.

formatdate-time

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20dateRange%20%3E%20(items)%20%3E%20(property)%20startTime">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20dateRange">Link to this property</a>

last\_updated: datetime

Timestamp of the last dataset update.

formatdate-time

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20lastUpdated">Link to this property</a>

<details>

<summary>

normalization: Literal\["PERCENTAGE", "MIN0\_MAX", "MIN\_MAX", 5 more]

Normalization method applied to the results. Refer to <a href="https://developers.cloudflare.com/radar/concepts/normalization/">Normalization methods</a>.

</summary>

One of the following:

"PERCENTAGE"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%200">Link to this property</a>

"MIN0\_MAX"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%201">Link to this property</a>

"MIN\_MAX"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%202">Link to this property</a>

"RAW\_VALUES"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%203">Link to this property</a>

"PERCENTAGE\_CHANGE"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%204">Link to this property</a>

"ROLLING\_AVERAGE"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%205">Link to this property</a>

"OVERLAPPED\_PERCENTAGE"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%206">Link to this property</a>

"RATIO"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%207">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization">Link to this property</a>

<details>

<summary>

units: List\[MetaUnit]

Measurement units for the results.

</summary>

name: str

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20units%20%3E%20(items)%20%3E%20(property)%20name">Link to this property</a>

value: str

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20units%20%3E%20(items)%20%3E%20(property)%20value">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20units">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)%20%3E%20(property)%20meta">Link to this property</a>

</details>

[Link to this property](<#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_response%20%3E%20(schema)>)

<details>

<summary>

class BotTimeseriesGroupsResponse: …

</summary>

<details>

<summary>

meta: Meta

Metadata for the results.

</summary>

<details>

<summary>

agg\_interval: Literal\["FIFTEEN\_MINUTES", "ONE\_HOUR", "ONE\_DAY", 2 more]

Aggregation interval of the results (e.g., in 15 minutes or 1 hour intervals). Refer to <a href="https://developers.cloudflare.com/radar/concepts/aggregation-intervals/">Aggregation intervals</a>.

</summary>

One of the following:

"FIFTEEN\_MINUTES"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20aggInterval%20%3E%20(member)%200">Link to this property</a>

"ONE\_HOUR"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20aggInterval%20%3E%20(member)%201">Link to this property</a>

"ONE\_DAY"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20aggInterval%20%3E%20(member)%202">Link to this property</a>

"ONE\_WEEK"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20aggInterval%20%3E%20(member)%203">Link to this property</a>

"ONE\_MONTH"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20aggInterval%20%3E%20(member)%204">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20aggInterval">Link to this property</a>

<details>

<summary>

confidence\_info: MetaConfidenceInfo

</summary>

<details>

<summary>

annotations: List\[MetaConfidenceInfoAnnotation]

</summary>

<details>

<summary>

data\_source: Literal\["ALL", "AI\_BOTS", "AI\_GATEWAY", 22 more]

Data source for annotations.

</summary>

One of the following:

"ALL"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%200">Link to this property</a>

"AI\_BOTS"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%201">Link to this property</a>

"AI\_GATEWAY"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%202">Link to this property</a>

"BGP"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%203">Link to this property</a>

"BOTS"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%204">Link to this property</a>

"CONNECTION\_ANOMALY"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%205">Link to this property</a>

"CT"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%206">Link to this property</a>

"DNS"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%207">Link to this property</a>

"DNS\_MAGNITUDE"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%208">Link to this property</a>

"DNS\_AS112"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%209">Link to this property</a>

"DOS"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2010">Link to this property</a>

"EMAIL\_ROUTING"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2011">Link to this property</a>

"EMAIL\_SECURITY"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2012">Link to this property</a>

"FW"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2013">Link to this property</a>

"FW\_PG"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2014">Link to this property</a>

"HTTP"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2015">Link to this property</a>

"HTTP\_CONTROL"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2016">Link to this property</a>

"HTTP\_CRAWLER\_REFERER"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2017">Link to this property</a>

"HTTP\_ORIGINS"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2018">Link to this property</a>

"IQI"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2019">Link to this property</a>

"LEAKED\_CREDENTIALS"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2020">Link to this property</a>

"NET"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2021">Link to this property</a>

"ROBOTS\_TXT"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2022">Link to this property</a>

"SPEED"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2023">Link to this property</a>

"WORKERS\_AI"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2024">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource">Link to this property</a>

description: str

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20description">Link to this property</a>

end\_date: datetime

formatdate-time

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20endDate">Link to this property</a>

<details>

<summary>

event\_type: Literal\["GENERAL", "OUTAGE", "PARTIAL\_PROJECTION", 2 more]

Event type for annotations.

</summary>

One of the following:

"GENERAL"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType%20%3E%20(member)%200">Link to this property</a>

"OUTAGE"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType%20%3E%20(member)%201">Link to this property</a>

"PARTIAL\_PROJECTION"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType%20%3E%20(member)%202">Link to this property</a>

"PIPELINE"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType%20%3E%20(member)%203">Link to this property</a>

"TRAFFIC\_ANOMALY"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType%20%3E%20(member)%204">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType">Link to this property</a>

is\_instantaneous: bool

Whether event is a single point in time or a time range.

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20isInstantaneous">Link to this property</a>

linked\_url: str

formaturi

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20linkedUrl">Link to this property</a>

start\_date: datetime

formatdate-time

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20startDate">Link to this property</a>

tags: Optional\[List\[str]]

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20tags">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations">Link to this property</a>

level: int

Provides an indication of how much confidence Cloudflare has in the data.

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20level">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo">Link to this property</a>

<details>

<summary>

date\_range: List\[MetaDateRange]

</summary>

end\_time: datetime

Adjusted end of date range.

formatdate-time

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20dateRange%20%3E%20(items)%20%3E%20(property)%20endTime">Link to this property</a>

start\_time: datetime

Adjusted start of date range.

formatdate-time

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20dateRange%20%3E%20(items)%20%3E%20(property)%20startTime">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20dateRange">Link to this property</a>

last\_updated: datetime

Timestamp of the last dataset update.

formatdate-time

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20lastUpdated">Link to this property</a>

<details>

<summary>

normalization: Literal\["PERCENTAGE", "MIN0\_MAX", "MIN\_MAX", 5 more]

Normalization method applied to the results. Refer to <a href="https://developers.cloudflare.com/radar/concepts/normalization/">Normalization methods</a>.

</summary>

One of the following:

"PERCENTAGE"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%200">Link to this property</a>

"MIN0\_MAX"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%201">Link to this property</a>

"MIN\_MAX"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%202">Link to this property</a>

"RAW\_VALUES"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%203">Link to this property</a>

"PERCENTAGE\_CHANGE"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%204">Link to this property</a>

"ROLLING\_AVERAGE"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%205">Link to this property</a>

"OVERLAPPED\_PERCENTAGE"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%206">Link to this property</a>

"RATIO"

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%207">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization">Link to this property</a>

<details>

<summary>

units: List\[MetaUnit]

Measurement units for the results.

</summary>

name: str

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20units%20%3E%20(items)%20%3E%20(property)%20name">Link to this property</a>

value: str

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20units%20%3E%20(items)%20%3E%20(property)%20value">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20units">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta">Link to this property</a>

<details>

<summary>

serie\_0: Serie0

</summary>

timestamps: List\[datetime]

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20serie_0%20%3E%20(property)%20timestamps">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20serie_0">Link to this property</a>

</details>

[Link to this property](<#(resource)%20radar.bots%20%3E%20(model)%20bot_timeseries_groups_response%20%3E%20(schema)>)

#### BotsWeb Crawlers

##### [Get crawler HTTP request distribution by dimension](https://developers.cloudflare.com/api/python/resources/radar/subresources/bots/subresources/web_crawlers/methods/summary)

radar.bots.web\_crawlers.summary(Literal\["CLIENT\_TYPE", "USER\_AGENT", "REFERER", 5 more]dimension, WebCrawlerSummaryParams\*\*kwargs) -> [WebCrawlerSummaryResponse](<https://developers.cloudflare.com/api/python/resources/radar#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)>)

GET/radar/bots/crawlers/summary/{dimension}

##### [Get time series of crawler HTTP request distribution by dimension](https://developers.cloudflare.com/api/python/resources/radar/subresources/bots/subresources/web_crawlers/methods/timeseries_groups)

radar.bots.web\_crawlers.timeseries\_groups(Literal\["CLIENT\_TYPE", "USER\_AGENT", "REFERER", 5 more]dimension, WebCrawlerTimeseriesGroupsParams\*\*kwargs) -> [WebCrawlerTimeseriesGroupsResponse](<https://developers.cloudflare.com/api/python/resources/radar#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)>)

GET/radar/bots/crawlers/timeseries\_groups/{dimension}

##### ModelsExpand Collapse

<details>

<summary>

class WebCrawlerSummaryResponse: …

</summary>

<details>

<summary>

meta: Meta

Metadata for the results.

</summary>

<details>

<summary>

confidence\_info: MetaConfidenceInfo

</summary>

<details>

<summary>

annotations: List\[MetaConfidenceInfoAnnotation]

</summary>

<details>

<summary>

data\_source: Literal\["ALL", "AI\_BOTS", "AI\_GATEWAY", 22 more]

Data source for annotations.

</summary>

One of the following:

"ALL"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%200">Link to this property</a>

"AI\_BOTS"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%201">Link to this property</a>

"AI\_GATEWAY"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%202">Link to this property</a>

"BGP"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%203">Link to this property</a>

"BOTS"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%204">Link to this property</a>

"CONNECTION\_ANOMALY"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%205">Link to this property</a>

"CT"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%206">Link to this property</a>

"DNS"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%207">Link to this property</a>

"DNS\_MAGNITUDE"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%208">Link to this property</a>

"DNS\_AS112"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%209">Link to this property</a>

"DOS"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2010">Link to this property</a>

"EMAIL\_ROUTING"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2011">Link to this property</a>

"EMAIL\_SECURITY"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2012">Link to this property</a>

"FW"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2013">Link to this property</a>

"FW\_PG"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2014">Link to this property</a>

"HTTP"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2015">Link to this property</a>

"HTTP\_CONTROL"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2016">Link to this property</a>

"HTTP\_CRAWLER\_REFERER"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2017">Link to this property</a>

"HTTP\_ORIGINS"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2018">Link to this property</a>

"IQI"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2019">Link to this property</a>

"LEAKED\_CREDENTIALS"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2020">Link to this property</a>

"NET"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2021">Link to this property</a>

"ROBOTS\_TXT"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2022">Link to this property</a>

"SPEED"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2023">Link to this property</a>

"WORKERS\_AI"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2024">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource">Link to this property</a>

description: str

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20description">Link to this property</a>

end\_date: datetime

formatdate-time

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20endDate">Link to this property</a>

<details>

<summary>

event\_type: Literal\["GENERAL", "OUTAGE", "PARTIAL\_PROJECTION", 2 more]

Event type for annotations.

</summary>

One of the following:

"GENERAL"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType%20%3E%20(member)%200">Link to this property</a>

"OUTAGE"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType%20%3E%20(member)%201">Link to this property</a>

"PARTIAL\_PROJECTION"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType%20%3E%20(member)%202">Link to this property</a>

"PIPELINE"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType%20%3E%20(member)%203">Link to this property</a>

"TRAFFIC\_ANOMALY"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType%20%3E%20(member)%204">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType">Link to this property</a>

is\_instantaneous: bool

Whether event is a single point in time or a time range.

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20isInstantaneous">Link to this property</a>

linked\_url: str

formaturi

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20linkedUrl">Link to this property</a>

start\_date: datetime

formatdate-time

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20startDate">Link to this property</a>

tags: Optional\[List\[str]]

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20tags">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations">Link to this property</a>

level: int

Provides an indication of how much confidence Cloudflare has in the data.

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20level">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo">Link to this property</a>

<details>

<summary>

date\_range: List\[MetaDateRange]

</summary>

end\_time: datetime

Adjusted end of date range.

formatdate-time

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20dateRange%20%3E%20(items)%20%3E%20(property)%20endTime">Link to this property</a>

start\_time: datetime

Adjusted start of date range.

formatdate-time

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20dateRange%20%3E%20(items)%20%3E%20(property)%20startTime">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20dateRange">Link to this property</a>

last\_updated: datetime

Timestamp of the last dataset update.

formatdate-time

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20lastUpdated">Link to this property</a>

<details>

<summary>

normalization: Literal\["PERCENTAGE", "MIN0\_MAX", "MIN\_MAX", 5 more]

Normalization method applied to the results. Refer to <a href="https://developers.cloudflare.com/radar/concepts/normalization/">Normalization methods</a>.

</summary>

One of the following:

"PERCENTAGE"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%200">Link to this property</a>

"MIN0\_MAX"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%201">Link to this property</a>

"MIN\_MAX"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%202">Link to this property</a>

"RAW\_VALUES"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%203">Link to this property</a>

"PERCENTAGE\_CHANGE"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%204">Link to this property</a>

"ROLLING\_AVERAGE"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%205">Link to this property</a>

"OVERLAPPED\_PERCENTAGE"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%206">Link to this property</a>

"RATIO"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%207">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization">Link to this property</a>

<details>

<summary>

units: List\[MetaUnit]

Measurement units for the results.

</summary>

name: str

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20units%20%3E%20(items)%20%3E%20(property)%20name">Link to this property</a>

value: str

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20units%20%3E%20(items)%20%3E%20(property)%20value">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20units">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20meta">Link to this property</a>

summary\_0: Dict\[str, str]

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)%20%3E%20(property)%20summary_0">Link to this property</a>

</details>

[Link to this property](<#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_summary_response%20%3E%20(schema)>)

<details>

<summary>

class WebCrawlerTimeseriesGroupsResponse: …

</summary>

<details>

<summary>

meta: Meta

Metadata for the results.

</summary>

<details>

<summary>

agg\_interval: Literal\["FIFTEEN\_MINUTES", "ONE\_HOUR", "ONE\_DAY", 2 more]

Aggregation interval of the results (e.g., in 15 minutes or 1 hour intervals). Refer to <a href="https://developers.cloudflare.com/radar/concepts/aggregation-intervals/">Aggregation intervals</a>.

</summary>

One of the following:

"FIFTEEN\_MINUTES"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20aggInterval%20%3E%20(member)%200">Link to this property</a>

"ONE\_HOUR"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20aggInterval%20%3E%20(member)%201">Link to this property</a>

"ONE\_DAY"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20aggInterval%20%3E%20(member)%202">Link to this property</a>

"ONE\_WEEK"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20aggInterval%20%3E%20(member)%203">Link to this property</a>

"ONE\_MONTH"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20aggInterval%20%3E%20(member)%204">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20aggInterval">Link to this property</a>

<details>

<summary>

confidence\_info: MetaConfidenceInfo

</summary>

<details>

<summary>

annotations: List\[MetaConfidenceInfoAnnotation]

</summary>

<details>

<summary>

data\_source: Literal\["ALL", "AI\_BOTS", "AI\_GATEWAY", 22 more]

Data source for annotations.

</summary>

One of the following:

"ALL"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%200">Link to this property</a>

"AI\_BOTS"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%201">Link to this property</a>

"AI\_GATEWAY"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%202">Link to this property</a>

"BGP"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%203">Link to this property</a>

"BOTS"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%204">Link to this property</a>

"CONNECTION\_ANOMALY"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%205">Link to this property</a>

"CT"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%206">Link to this property</a>

"DNS"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%207">Link to this property</a>

"DNS\_MAGNITUDE"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%208">Link to this property</a>

"DNS\_AS112"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%209">Link to this property</a>

"DOS"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2010">Link to this property</a>

"EMAIL\_ROUTING"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2011">Link to this property</a>

"EMAIL\_SECURITY"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2012">Link to this property</a>

"FW"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2013">Link to this property</a>

"FW\_PG"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2014">Link to this property</a>

"HTTP"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2015">Link to this property</a>

"HTTP\_CONTROL"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2016">Link to this property</a>

"HTTP\_CRAWLER\_REFERER"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2017">Link to this property</a>

"HTTP\_ORIGINS"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2018">Link to this property</a>

"IQI"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2019">Link to this property</a>

"LEAKED\_CREDENTIALS"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2020">Link to this property</a>

"NET"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2021">Link to this property</a>

"ROBOTS\_TXT"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2022">Link to this property</a>

"SPEED"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2023">Link to this property</a>

"WORKERS\_AI"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource%20%3E%20(member)%2024">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20dataSource">Link to this property</a>

description: str

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20description">Link to this property</a>

end\_date: datetime

formatdate-time

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20endDate">Link to this property</a>

<details>

<summary>

event\_type: Literal\["GENERAL", "OUTAGE", "PARTIAL\_PROJECTION", 2 more]

Event type for annotations.

</summary>

One of the following:

"GENERAL"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType%20%3E%20(member)%200">Link to this property</a>

"OUTAGE"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType%20%3E%20(member)%201">Link to this property</a>

"PARTIAL\_PROJECTION"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType%20%3E%20(member)%202">Link to this property</a>

"PIPELINE"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType%20%3E%20(member)%203">Link to this property</a>

"TRAFFIC\_ANOMALY"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType%20%3E%20(member)%204">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20eventType">Link to this property</a>

is\_instantaneous: bool

Whether event is a single point in time or a time range.

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20isInstantaneous">Link to this property</a>

linked\_url: str

formaturi

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20linkedUrl">Link to this property</a>

start\_date: datetime

formatdate-time

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20startDate">Link to this property</a>

tags: Optional\[List\[str]]

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations%20%3E%20(items)%20%3E%20(property)%20tags">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20annotations">Link to this property</a>

level: int

Provides an indication of how much confidence Cloudflare has in the data.

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo%20%3E%20(property)%20level">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20confidenceInfo">Link to this property</a>

<details>

<summary>

date\_range: List\[MetaDateRange]

</summary>

end\_time: datetime

Adjusted end of date range.

formatdate-time

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20dateRange%20%3E%20(items)%20%3E%20(property)%20endTime">Link to this property</a>

start\_time: datetime

Adjusted start of date range.

formatdate-time

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20dateRange%20%3E%20(items)%20%3E%20(property)%20startTime">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20dateRange">Link to this property</a>

last\_updated: datetime

Timestamp of the last dataset update.

formatdate-time

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20lastUpdated">Link to this property</a>

<details>

<summary>

normalization: Literal\["PERCENTAGE", "MIN0\_MAX", "MIN\_MAX", 5 more]

Normalization method applied to the results. Refer to <a href="https://developers.cloudflare.com/radar/concepts/normalization/">Normalization methods</a>.

</summary>

One of the following:

"PERCENTAGE"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%200">Link to this property</a>

"MIN0\_MAX"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%201">Link to this property</a>

"MIN\_MAX"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%202">Link to this property</a>

"RAW\_VALUES"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%203">Link to this property</a>

"PERCENTAGE\_CHANGE"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%204">Link to this property</a>

"ROLLING\_AVERAGE"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%205">Link to this property</a>

"OVERLAPPED\_PERCENTAGE"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%206">Link to this property</a>

"RATIO"

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization%20%3E%20(member)%207">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20normalization">Link to this property</a>

<details>

<summary>

units: List\[MetaUnit]

Measurement units for the results.

</summary>

name: str

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20units%20%3E%20(items)%20%3E%20(property)%20name">Link to this property</a>

value: str

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20units%20%3E%20(items)%20%3E%20(property)%20value">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta%20%3E%20(property)%20units">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20meta">Link to this property</a>

<details>

<summary>

serie\_0: Serie0

</summary>

timestamps: List\[datetime]

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20serie_0%20%3E%20(property)%20timestamps">Link to this property</a>

</details>

<a href="#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)%20%3E%20(property)%20serie_0">Link to this property</a>

</details>

[Link to this property](<#(resource)%20radar.bots.web_crawlers%20%3E%20(model)%20web_crawler_timeseries_groups_response%20%3E%20(schema)>)